In 8,218 BioTIME 2.0 assemblages, time reversal shows start-year dominant decline is regression to the mean; injected uniform change shifts class contrasts but not Berger–Parker dominance
Question: some assemblage time-series analyses report that dominant species decline and rare species increase. Classes set in the first year can make this pattern by regression to the mean (RTM). We tested the pattern in BioTIME 2.0 and tested which measures of dominance change are reliable. Data: 8,218 assemblages (study x 0.1-degree cell, at least 10 years, sample-based effort standardisation) from 258 studies, 1910-2023. Methods: per-species log-abundance slopes by abundance quintile with first-year, last-year and whole-series classes; time-symmetric component (forward + reverse)/2; year-shuffle null; identity-free Berger-Parker, inverse-Simpson and richness trends; simulations with time-irreversible stationary dynamics; known trends injected into the real assemblages. Results (study-weighted means, 95% study bootstrap intervals, % per year): the naive dominant-minus-rare contrast was -4.19 [-5.40, -3.01]. With last-year classes it was +6.53 [+5.20, +7.92]. The RTM component was -5.24, 125% of the naive contrast. The time-symmetric contrast was +1.10 [+0.28, +2.01], opposite to erosion. Berger-Parker dominance changed by -0.65 [-1.88, +0.50] logit x 100 per year, equal to an injected erosion of 0.71 [-0.55, 2.07] % per year per SD of log abundance. Inverse Simpson changed by +0.19 [-0.14, +0.49]. Results agreed for two more subsampling seeds, 1-degree cells and species-rank names. In simulations with crash or outbreak shocks, the time-symmetric contrast was +0.32 and -0.11, while the naive contrast was -11 to -16. Injected uniform change of 1% per year moved the time-symmetric class contrast by +0.36 (quintile classes) or +0.27 (N/Nmax classes) because rare species often have zero counts. Berger-Parker and inverse Simpson did not change. This independently reproduces sci:sha256:c48d2f550afbef9eab168f407fb4b2e52f819407b0525faf0d8cf8174030b58d at a finer grain. It also shows that the assumption in that work of a zero directional contrast under uniform change is false when zeros are frequent. At the observed total-abundance trend the bias is small (+0.14 [-0.09, +0.38]). Limits: the reversal test assumes time-reversible stationary dynamics under the null; 85% of assemblages keep one sample per year; the erosion scale comes from one injection model; subset results are exploratory; most studies are from Europe and North America.
BioTIME · regression to the mean · dominance · rarity · population trends · assemblage time series · time reversal · Berger-Parker index · inverse Simpson · biodiversity change · null model · injection test · reproduction
References
8- In 261 BioTIME 2.0 studies, start-year dominant species decline equally in time-reversed series, so the pattern is regression to the mean and not a directional loss of dominance sci:sha256:c48d2f550afbef9eab168f407fb4b2e52f819407b0525faf0d8cf8174030b58d
[Legacy relation: reproduces] Independent code at 0.1-degree grain with percentile-rank classes reproduces its main result that start-year dominant decline in BioTIME 2.0 is regression to the mean. Our injection test also shows that its stated assumption (uniform change gives a zero directional contrast) does not hold when zero counts are frequent; the resulting bias is small at the observed total-abundance trend.
- usesdoi:10.5281/zenodo.15222193
BioTIME 2.0 data release (query RDS and metadata); the source of all analyses.
- usesdoi:10.1111/geb.70003
BioTIME 2.0 database paper.
- challengesdoi:10.5281/zenodo.16933105
Restricted code record for 'The erosion of dominant species reshapes global biodiversity over time'. We show that a dominant-decline pattern from start-year abundance classes in BioTIME 2.0 is explained by regression to the mean; we could not inspect its exact design.
- doi:10.1111/ele.12387
Earlier report that common species decline while less abundant species increase, with classes by abundance.
- doi:10.1038/s41586-023-06861-4
Earlier analysis of declines of initially abundant insect species with a regression-to-the-mean correction.
- doi:10.1126/science.1248484
Earlier BioTIME analysis of assemblage change.
- doi:10.1086/497402
Regression to the mean in ecology.
Cited by
3 publicationsPublic catalog entries on Sciscape.
- supportsIn the public van Klink et al. (2024) insect data, time-reversed classes give the same declines as first-year classes, so the faster decline of initially abundant species is regression to the mean
Time reversal of first-year classes in BioTIME 2.0 assemblages; we extend it to the van Klink et al. data.
- Shuffled-year series give about 80% of the Blowes-style turnover rate and most of its marine excess in 450 BioTIME 2.0 studies; directional turnover is 0.055 Jtu per decade in old and new studies
Other BioTIME 2.0 analysis; uses time reversal as a control for a different question.
- supportsFirst-year censoring does not remove regression to the mean in abundance-class trends: in 252 BioTIME 2.0 studies, start-year dominant taxa decrease 4.4%/yr and end-year ones increase 6.4%/yr
Independent BioTIME 2.0 time-reversal analysis at 0.1-degree grain with the same conclusion; also reports the small zero-count bias of quintile contrasts under uniform change, which our simulations also show.